BERTopic: Neural topic modeling with a class-based TF-IDF procedure Mar 11, 2022 Clustering Document Embedding
Code Code Available 5 Top2Vec: Distributed Representations of Topics Aug 19, 2020 Lemmatization Semantic Similarity
Code Code Available 5 S^3 -- Semantic Signal Separation Jun 13, 2024 blind source separation Topic Models
Code Code Available 5 Pre-training is a Hot Topic: Contextualized Document Embeddings Improve Topic Coherence Apr 8, 2020 Sentence Embeddings Topic Models
Code Code Available 5 TopicGPT: A Prompt-based Topic Modeling Framework Nov 2, 2023 Specificity Topic Models
Code Code Available 5 FASTopic: Pretrained Transformer is a Fast, Adaptive, Stable, and Transferable Topic Model May 28, 2024 Relation Topic Models
Code Code Available 5 Cross-lingual Contextualized Topic Models with Zero-shot Learning Apr 16, 2020 Topic Models Transfer Learning
Code Code Available 5 A Survey on Neural Topic Models: Methods, Applications, and Challenges Jan 27, 2024 Survey Topic Models
Code Code Available 5 Concept Induction: Analyzing Unstructured Text with High-Level Concepts Using LLooM Apr 18, 2024 Topic Models
Code Code Available 5 One Configuration to Rule Them All? Towards Hyperparameter Transfer in Topic Models using Multi-Objective Bayesian Optimization Feb 15, 2022 All Bayesian Optimization
Code Code Available 5 Sawtooth Factorial Topic Embeddings Guided Gamma Belief Network Jun 30, 2021 Topic Models Variational Inference
Code Code Available 5 Nonparametric Forest-Structured Neural Topic Modeling Oct 1, 2022 Topic Models
Code Code Available 5 Phrase-BERT: Improved Phrase Embeddings from BERT with an Application to Corpus Exploration Sep 13, 2021 Diversity Paraphrase Generation
Code Code Available 5 Revisiting Automated Topic Model Evaluation with Large Language Models May 20, 2023 Topic Models
Code Code Available 5 No more Reviewer #2: Subverting Automatic Paper-Reviewer Assignment using Adversarial Learning Mar 25, 2023 Topic Models
Code Code Available 5 OCTIS: Comparing and Optimizing Topic models is Simple! Apr 19, 2021 Bayesian Optimisation Bayesian Optimization
Code Code Available 5 Seed-Guided Topic Discovery with Out-of-Vocabulary Seeds May 4, 2022 Diversity General Knowledge
Code Code Available 5 Latent Dirichlet Allocation Jan 1, 2003 Collaborative Filtering parameter estimation
Code Code Available 5 InfoCTM: A Mutual Information Maximization Perspective of Cross-Lingual Topic Modeling Apr 7, 2023 Topic Models
Code Code Available 5 A Simple and Effective Self-Supervised Contrastive Learning Framework for Aspect Detection Sep 18, 2020 Contrastive Learning Topic Models
Code Code Available 5 Iterative Improvement of an Additively Regularized Topic Model Aug 11, 2024 model Topic Models
Code Code Available 5 Keyword Assisted Topic Models Apr 13, 2020 Document Classification Topic Models
Code Code Available 5 A Gamma-Poisson Mixture Topic Model for Short Text Apr 23, 2020 text-classification Text Classification
Code Code Available 5 Neural Topic Modeling with Large Language Models in the Loop Nov 13, 2024 Topic coverage Topic Models
Code Code Available 5 Is Automated Topic Model Evaluation Broken?: The Incoherence of Coherence Jul 5, 2021 Topic Models
Code Code Available 5 Non-negative matrix factorization algorithms greatly improve topic model fits May 27, 2021 parameter estimation Topic Models
Code Code Available 5 Contrastive Learning for Neural Topic Model Oct 25, 2021 Contrastive Learning model
Code Code Available 5 Modeling Dynamic Topics in Chain-Free Fashion by Evolution-Tracking Contrastive Learning and Unassociated Word Exclusion May 28, 2024 Contrastive Learning Diversity
Code Code Available 5 Hierarchical Topic Mining via Joint Spherical Tree and Text Embedding Jul 18, 2020 text-classification Text Classification
Code Code Available 5 A Graph Convolutional Topic Model for Short and Noisy Text Streams Mar 13, 2020 Topic Models Word Embeddings
Code Code Available 5 How Many Topics? Stability Analysis for Topic Models Apr 16, 2014 Clustering Diversity
Code Code Available 5 DeTiME: Diffusion-Enhanced Topic Modeling using Encoder-decoder based LLM Oct 23, 2023 Decoder Text Generation
Code Code Available 5 ANTM: An Aligned Neural Topic Model for Exploring Evolving Topics Feb 3, 2023 Diversity Dynamic Topic Modeling
Code Code Available 5 Effective Neural Topic Modeling with Embedding Clustering Regularization Jun 7, 2023 Clustering Topic Models
Code Code Available 5 Enhanced Short Text Modeling: Leveraging Large Language Models for Topic Refinement Mar 26, 2024 Prompt Engineering Topic Models
Code Code Available 5 A network approach to topic models Aug 4, 2017 Community Detection Model Selection
Code Code Available 5 Apples to Apples: A Systematic Evaluation of Topic Models Sep 1, 2021 Diversity Topic Models
Code Code Available 5 Graph Structural-topic Neural Network Jun 25, 2020 Topic Models
Code Code Available 5 Are Neural Topic Models Broken? Oct 28, 2022 Topic Models
Code Code Available 5 Determination of the Number of Topics Intrinsically: Is It Possible? Jun 14, 2024 Topic Models
Code Code Available 5 HyperMiner: Topic Taxonomy Mining with Hyperbolic Embedding Oct 16, 2022 Graph structure learning Topic Models
Code Code Available 5 Improving Neural Topic Models using Knowledge Distillation Oct 5, 2020 Knowledge Distillation Topic Models
Code Code Available 5 Is Automated Topic Model Evaluation Broken? The Incoherence of Coherence May 21, 2021 Topic Models
Code Code Available 5 Is Neural Topic Modelling Better than Clustering? An Empirical Study on Clustering with Contextual Embeddings for Topics Apr 21, 2022 Clustering Sentence
Code Code Available 5 Autoencoding Variational Inference For Topic Models Mar 4, 2017 Topic Models Variational Inference
Code Code Available 5 Keyword Assisted Embedded Topic Model Nov 22, 2021 model Topic Models
Code Code Available 5 End-to-end Learning of LDA by Mirror-Descent Back Propagation over a Deep Architecture Aug 14, 2015 General Classification parameter estimation
Code Code Available 5 Improving the TENOR of Labeling: Re-evaluating Topic Models for Content Analysis Jan 29, 2024 Topic Models
Code Code Available 5 Neural Topic Modeling with Bidirectional Adversarial Training Apr 26, 2020 Clustering Text Clustering
Code Code Available 5 HPI-DHC at TREC 2018 Precision Medicine Track Nov 14, 2018 Articles Document Classification
Code Code Available 5 